Gender recognition from frontal facial images within project FP7-ICT-247525-HUMAVIPS

Structural SVM learning by BMRM (only translation)

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Overview

Results LOG from process

Parameters of experiment
imSize [h x w]80 x 64
winSize [h x w]60 x 40
nPyramids4
window positionany possible
LAMBDATraining errorValidation errorElapsed time [m:s]
210.35%15.36%30:07
15.02%11.39%40:17
0.51.53%9.38%57:02
0.10.00%8.56%4h:02:04
0.010.00%8.59%1d:0h:25:05
Testing error for minimal validation error: 16.40%

References

Choon Hui Teo , S.V.N. Vishwanthan , Alex J. Smola , Quoc V. Le: Bundle Methods for Regularized Risk Minimization, The Journal of Machine Learning Research, 11, p.311-365, 3/1/2010
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